| Number of Variables | 20 |
|---|---|
| Number of Rows | 10127 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 4.9 MB |
| Average Row Size in Memory | 511.2 B |
| Variable Types |
|
| Months_on_book is skewed | Skewed |
|---|---|
| Credit_Limit is skewed | Skewed |
| Total_Revolving_Bal is skewed | Skewed |
| Avg_Open_To_Buy is skewed | Skewed |
| Total_Amt_Chng_Q4_Q1 is skewed | Skewed |
| Total_Ct_Chng_Q4_Q1 is skewed | Skewed |
| Avg_Utilization_Ratio is skewed | Skewed |
| Attrition_Flag has constant length 17 | Constant Length |
| Gender has constant length 1 | Constant Length |
| Dependent_count has constant length 1 | Constant Length |
| Total_Relationship_Count has constant length 1 | Constant Length |
|---|---|
| Months_Inactive_12_mon has constant length 1 | Constant Length |
| Contacts_Count_12_mon has constant length 1 | Constant Length |
| Total_Revolving_Bal has 2470 (24.39%) zeros | Zeros |
| Avg_Utilization_Ratio has 2470 (24.39%) zeros | Zeros |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 811.0 KB |
| Mean | 17 |
|---|---|
| Standard Deviation | 0 |
| Median | 17 |
| Minimum | 17 |
| Maximum | 17 |
| 1st row | Existing Customer |
|---|---|
| 2nd row | Attrited Customer |
| 3rd row | Attrited Customer |
| 4th row | Existing Customer |
| 5th row | Existing Customer |
| Count | 162032 |
|---|---|
| Lowercase Letter | 141778 |
| Space Separator | 10127 |
| Uppercase Letter | 20254 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 45 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 46.326 |
| Minimum | 26 |
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 26 |
|---|---|
| 5-th Percentile | 33 |
| Q1 | 41 |
| Median | 46 |
| Q3 | 52 |
| 95-th Percentile | 60 |
| Maximum | 73 |
| Range | 47 |
| IQR | 11 |
| Mean | 46.326 |
|---|---|
| Standard Deviation | 8.0168 |
| Variance | 64.2693 |
| Sum | 469143 |
| Skewness | -0.0336 |
| Kurtosis | -0.2891 |
| Coefficient of Variation | 0.1731 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 652.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | F |
| 5th row | F |
| Count | 10127 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 10127 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 652.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 0 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10127 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 731.2 KB |
| Mean | 8.9393 |
|---|---|
| Standard Deviation | 1.7501 |
| Median | 8 |
| Minimum | 7 |
| Maximum | 13 |
| 1st row | High School |
|---|---|
| 2nd row | Unknown |
| 3rd row | Doctorate |
| 4th row | Uneducated |
| 5th row | Uneducated |
| Count | 87999 |
|---|---|
| Lowercase Letter | 75343 |
| Space Separator | 2013 |
| Uppercase Letter | 12656 |
| Dash Punctuation | 516 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 708.9 KB |
| Mean | 6.6845 |
|---|---|
| Standard Deviation | 0.6031 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 8 |
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Divorced |
| 4th row | Single |
| 5th row | Married |
| Count | 67694 |
|---|---|
| Lowercase Letter | 57567 |
| Space Separator | 0 |
| Uppercase Letter | 10127 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 756.4 KB |
| Mean | 11.4801 |
|---|---|
| Standard Deviation | 2.4478 |
| Median | 12 |
| Minimum | 7 |
| Maximum | 14 |
| 1st row | Less than $40K |
|---|---|
| 2nd row | $40K - $60K |
| 3rd row | $80K - $120K |
| 4th row | Less than $40K |
| 5th row | Unknown |
| Count | 50014 |
|---|---|
| Lowercase Letter | 31599 |
| Space Separator | 17303 |
| Uppercase Letter | 18415 |
| Dash Punctuation | 4727 |
| Decimal Number | 29746 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 683.5 KB |
| Mean | 4.1175 |
|---|---|
| Standard Deviation | 0.4869 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 8 |
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | Blue |
| 5th row | Blue |
| Count | 41698 |
|---|---|
| Lowercase Letter | 31571 |
| Space Separator | 0 |
| Uppercase Letter | 10127 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 44 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 35.9284 |
| Minimum | 13 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 13 |
|---|---|
| 5-th Percentile | 22 |
| Q1 | 31 |
| Median | 36 |
| Q3 | 40 |
| 95-th Percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| IQR | 9 |
| Mean | 35.9284 |
|---|---|
| Standard Deviation | 7.9864 |
| Variance | 63.7828 |
| Sum | 363847 |
| Skewness | -0.1065 |
| Kurtosis | 0.3993 |
| Coefficient of Variation | 0.2223 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 652.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 6 |
| 4th row | 6 |
| 5th row | 3 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10127 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 652.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 5 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10127 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 652.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 10127 |
numerical
| Approximate Distinct Count | 6205 |
|---|---|
| Approximate Unique (%) | 61.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 8631.9537 |
| Minimum | 1438.3 |
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1438.3 |
|---|---|
| 5-th Percentile | 1438.51 |
| Q1 | 2555 |
| Median | 4549 |
| Q3 | 11067.5 |
| 95-th Percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| IQR | 8512.5 |
| Mean | 8631.9537 |
|---|---|
| Standard Deviation | 9088.7767 |
| Variance | 8.2606e+07 |
| Sum | 8.7416e+07 |
| Skewness | 1.6665 |
| Kurtosis | 1.8075 |
| Coefficient of Variation | 1.0529 |
numerical
| Approximate Distinct Count | 1974 |
|---|---|
| Approximate Unique (%) | 19.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 1162.8141 |
| Minimum | 0 |
| Maximum | 2517 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 359 |
| Median | 1276 |
| Q3 | 1784 |
| 95-th Percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| IQR | 1425 |
| Mean | 1162.8141 |
|---|---|
| Standard Deviation | 814.9873 |
| Variance | 664204.3566 |
| Sum | 1.1776e+07 |
| Skewness | -0.1488 |
| Kurtosis | -1.146 |
| Coefficient of Variation | 0.7009 |
numerical
| Approximate Distinct Count | 6813 |
|---|---|
| Approximate Unique (%) | 67.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 7469.1396 |
| Minimum | 3 |
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 3 |
|---|---|
| 5-th Percentile | 480.3 |
| Q1 | 1324.5 |
| Median | 3474 |
| Q3 | 9859 |
| 95-th Percentile | 32183.4 |
| Maximum | 34516 |
| Range | 34513 |
| IQR | 8534.5 |
| Mean | 7469.1396 |
|---|---|
| Standard Deviation | 9090.6853 |
| Variance | 8.2641e+07 |
| Sum | 7.564e+07 |
| Skewness | 1.6615 |
| Kurtosis | 1.7971 |
| Coefficient of Variation | 1.2171 |
numerical
| Approximate Distinct Count | 1158 |
|---|---|
| Approximate Unique (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 0.7599 |
| Minimum | 0 |
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.463 |
| Q1 | 0.631 |
| Median | 0.736 |
| Q3 | 0.859 |
| 95-th Percentile | 1.103 |
| Maximum | 3.397 |
| Range | 3.397 |
| IQR | 0.228 |
| Mean | 0.7599 |
|---|---|
| Standard Deviation | 0.2192 |
| Variance | 0.04805 |
| Sum | 7695.919 |
| Skewness | 1.7318 |
| Kurtosis | 9.988 |
| Coefficient of Variation | 0.2885 |
numerical
| Approximate Distinct Count | 5033 |
|---|---|
| Approximate Unique (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 4404.0863 |
| Minimum | 510 |
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 510 |
|---|---|
| 5-th Percentile | 1283.3 |
| Q1 | 2155.5 |
| Median | 3899 |
| Q3 | 4741 |
| 95-th Percentile | 14212 |
| Maximum | 18484 |
| Range | 17974 |
| IQR | 2585.5 |
| Mean | 4404.0863 |
|---|---|
| Standard Deviation | 3397.1293 |
| Variance | 1.154e+07 |
| Sum | 4.46e+07 |
| Skewness | 2.0407 |
| Kurtosis | 3.8915 |
| Coefficient of Variation | 0.7714 |
numerical
| Approximate Distinct Count | 126 |
|---|---|
| Approximate Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 64.8587 |
| Minimum | 10 |
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 10 |
|---|---|
| 5-th Percentile | 28 |
| Q1 | 45 |
| Median | 67 |
| Q3 | 81 |
| 95-th Percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| IQR | 36 |
| Mean | 64.8587 |
|---|---|
| Standard Deviation | 23.4726 |
| Variance | 550.9616 |
| Sum | 656824 |
| Skewness | 0.1537 |
| Kurtosis | -0.3676 |
| Coefficient of Variation | 0.3619 |
numerical
| Approximate Distinct Count | 830 |
|---|---|
| Approximate Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 0.7122 |
| Minimum | 0 |
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.368 |
| Q1 | 0.582 |
| Median | 0.702 |
| Q3 | 0.818 |
| 95-th Percentile | 1.069 |
| Maximum | 3.714 |
| Range | 3.714 |
| IQR | 0.236 |
| Mean | 0.7122 |
|---|---|
| Standard Deviation | 0.2381 |
| Variance | 0.05668 |
| Sum | 7212.676 |
| Skewness | 2.0637 |
| Kurtosis | 15.681 |
| Coefficient of Variation | 0.3343 |
numerical
| Approximate Distinct Count | 964 |
|---|---|
| Approximate Unique (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 158.2 KB |
| Mean | 0.2749 |
| Minimum | 0 |
| Maximum | 0.999 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0.023 |
| Median | 0.176 |
| Q3 | 0.503 |
| 95-th Percentile | 0.793 |
| Maximum | 0.999 |
| Range | 0.999 |
| IQR | 0.48 |
| Mean | 0.2749 |
|---|---|
| Standard Deviation | 0.2757 |
| Variance | 0.07601 |
| Sum | 2783.847 |
| Skewness | 0.7179 |
| Kurtosis | -0.7952 |
| Coefficient of Variation | 1.0029 |